agent coordination 1automated prompting 1bilevel optimization 1llm workflow induction 1textual gradients 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
FlowBot: Inducing LLM Workflows with Bilevel Optimization and Textual Gradients
Hongyeon Yu, Young-Bum Kim, Yoon Kim
The paper proposes FlowBot, a data‑driven method that automatically creates LLM agent pipelines by using bilevel optimization and textual gradients to structure and fine‑tune each…
cs.IR2026
Retrieval Collapses When AI Pollutes the Web
Hongyeon Yu, Dongchan Kim, Young-Bum Kim
The rapid proliferation of AI-generated content on the Web presents a structural risk to information retrieval, as search engines and Retrieval-Augmented Generation (RAG) systems i…
cs.CL2025
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model
Dongyoung Go, Taesun Whang, Chanhee Lee +6
The integration of Retrieval-Augmented Generation (RAG) with Multimodal Large Language Models (MLLMs) has revolutionized information retrieval and expanded the practical applicatio…